Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 33120 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 6.6 MiB |
| Average record size in memory | 208.0 B |
Variable types
| NUM | 16 |
|---|---|
| CAT | 10 |
$10,000-$14,999 has a high cardinality: 523 distinct values | High cardinality |
$15,000-$24,999 has a high cardinality: 419 distinct values | High cardinality |
$25,000-$34,999 has a high cardinality: 554 distinct values | High cardinality |
$35,000-$49,999 has a high cardinality: 520 distinct values | High cardinality |
$50,000-$64,999 has a high cardinality: 564 distinct values | High cardinality |
$65,000-$74,999 has a high cardinality: 615 distinct values | High cardinality |
$75,000-$99,999 has a high cardinality: 507 distinct values | High cardinality |
$100,000_or_more has a high cardinality: 831 distinct values | High cardinality |
median_household_income has a high cardinality: 19384 distinct values | High cardinality |
mean_household_income has a high cardinality: 25781 distinct values | High cardinality |
5-9_years is highly correlated with 5_years_or_less and 6 other fields | High correlation |
5_years_or_less is highly correlated with 5-9_years and 10 other fields | High correlation |
10-14_years is highly correlated with 5_years_or_less and 7 other fields | High correlation |
15-19_years is highly correlated with 5_years_or_less and 7 other fields | High correlation |
20-24_years is highly correlated with 5_years_or_less and 3 other fields | High correlation |
25-34_years is highly correlated with 20-24_years | High correlation |
35-44_years is highly correlated with 5_years_or_less and 4 other fields | High correlation |
45-54_years is highly correlated with 5_years_or_less and 8 other fields | High correlation |
55-59_years is highly correlated with 5_years_or_less and 9 other fields | High correlation |
60-64_years is highly correlated with 5_years_or_less and 7 other fields | High correlation |
65-74_years is highly correlated with 5_years_or_less and 6 other fields | High correlation |
75-84_years is highly correlated with 5_years_or_less and 5 other fields | High correlation |
85_years_or_more is highly correlated with 65-74_years and 2 other fields | High correlation |
households is highly correlated with 85_years_or_more | High correlation |
$9,999_or_less is highly correlated with 5_years_or_less and 9 other fields | High correlation |
zipcode has unique values | Unique |
5-9_years has 2989 (9.0%) zeros | Zeros |
10-14_years has 2765 (8.3%) zeros | Zeros |
15-19_years has 2577 (7.8%) zeros | Zeros |
20-24_years has 2298 (6.9%) zeros | Zeros |
25-34_years has 2662 (8.0%) zeros | Zeros |
35-44_years has 1698 (5.1%) zeros | Zeros |
45-54_years has 1564 (4.7%) zeros | Zeros |
55-59_years has 1194 (3.6%) zeros | Zeros |
60-64_years has 1619 (4.9%) zeros | Zeros |
65-74_years has 1686 (5.1%) zeros | Zeros |
75-84_years has 1359 (4.1%) zeros | Zeros |
85_years_or_more has 2234 (6.7%) zeros | Zeros |
households has 4600 (13.9%) zeros | Zeros |
$9,999_or_less has 571 (1.7%) zeros | Zeros |
Reproduction
| Analysis started | 2020-11-25 00:29:30.329792 |
|---|---|
| Analysis finished | 2020-11-25 00:30:11.385707 |
| Duration | 41.06 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 33120 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49666.33421 |
|---|---|
| Minimum | 601 |
| Maximum | 99929 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 258.8 KiB |
Quantile statistics
| Minimum | 601 |
|---|---|
| 5-th percentile | 5849.85 |
| Q1 | 26634.75 |
| median | 49739 |
| Q3 | 72123.5 |
| 95-th percentile | 95614.05 |
| Maximum | 99929 |
| Range | 99328 |
| Interquartile range (IQR) | 45488.75 |
Descriptive statistics
| Standard deviation | 27564.92577 |
|---|---|
| Coefficient of variation (CV) | 0.5550022205 |
| Kurtosis | -1.064030546 |
| Mean | 49666.33421 |
| Median Absolute Deviation (MAD) | 22644.5 |
| Skewness | 0.037825603 |
| Sum | 1644948989 |
| Variance | 759825132.7 |
| Monotocity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 48701 | 1 | < 0.1% | |
| 48637 | 1 | < 0.1% | |
| 75562 | 1 | < 0.1% | |
| 87552 | 1 | < 0.1% | |
| 24065 | 1 | < 0.1% | |
| 17922 | 1 | < 0.1% | |
| 19971 | 1 | < 0.1% | |
| 28167 | 1 | < 0.1% | |
| 5640 | 1 | < 0.1% | |
| Other values (33110) | 33110 | > 99.9% |
| Value | Count | Frequency (%) | |
| 601 | 1 | < 0.1% | |
| 602 | 1 | < 0.1% | |
| 603 | 1 | < 0.1% | |
| 606 | 1 | < 0.1% | |
| 610 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 99929 | 1 | < 0.1% | |
| 99927 | 1 | < 0.1% | |
| 99926 | 1 | < 0.1% | |
| 99925 | 1 | < 0.1% | |
| 99923 | 1 | < 0.1% |
| Distinct | 15534 |
|---|---|
| Distinct (%) | 46.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9664.375151 |
|---|---|
| Minimum | 0 |
| Maximum | 114982 |
| Zeros | 310 |
| Zeros (%) | 0.9% |
| Memory size | 258.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 106 |
| Q1 | 718.75 |
| median | 2808 |
| Q3 | 13139.25 |
| 95-th percentile | 40369.05 |
| Maximum | 114982 |
| Range | 114982 |
| Interquartile range (IQR) | 12420.5 |
Descriptive statistics
| Standard deviation | 14237.94938 |
|---|---|
| Coefficient of variation (CV) | 1.473240551 |
| Kurtosis | 5.434379768 |
| Mean | 9664.375151 |
| Median Absolute Deviation (MAD) | 2561 |
| Skewness | 2.176083804 |
| Sum | 320084105 |
| Variance | 202719202.4 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 310 | 0.9% | |
| 186 | 26 | 0.1% | |
| 247 | 22 | 0.1% | |
| 81 | 22 | 0.1% | |
| 149 | 21 | 0.1% | |
| 280 | 21 | 0.1% | |
| 146 | 21 | 0.1% | |
| 142 | 21 | 0.1% | |
| 141 | 21 | 0.1% | |
| 123 | 21 | 0.1% | |
| Other values (15524) | 32614 | 98.5% |
| Value | Count | Frequency (%) | |
| 0 | 310 | 0.9% | |
| 2 | 1 | < 0.1% | |
| 3 | 3 | < 0.1% | |
| 4 | 2 | < 0.1% | |
| 5 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 114982 | 1 | < 0.1% | |
| 113887 | 1 | < 0.1% | |
| 112709 | 1 | < 0.1% | |
| 106659 | 1 | < 0.1% | |
| 106175 | 1 | < 0.1% |
| Distinct | 3763 |
|---|---|
| Distinct (%) | 11.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 607.095622 |
|---|---|
| Minimum | 0 |
| Maximum | 16998 |
| Zeros | 2989 |
| Zeros (%) | 9.0% |
| Memory size | 258.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 33 |
| median | 150 |
| Q3 | 754 |
| 95-th percentile | 2681 |
| Maximum | 16998 |
| Range | 16998 |
| Interquartile range (IQR) | 721 |
Descriptive statistics
| Standard deviation | 1004.262799 |
|---|---|
| Coefficient of variation (CV) | 1.6542086 |
| Kurtosis | 12.56140169 |
| Mean | 607.095622 |
| Median Absolute Deviation (MAD) | 145 |
| Skewness | 2.899536148 |
| Sum | 20107007 |
| Variance | 1008543.77 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2989 | 9.0% | |
| 10 | 202 | 0.6% | |
| 8 | 202 | 0.6% | |
| 6 | 200 | 0.6% | |
| 4 | 199 | 0.6% | |
| 7 | 197 | 0.6% | |
| 19 | 195 | 0.6% | |
| 12 | 191 | 0.6% | |
| 13 | 190 | 0.6% | |
| 5 | 184 | 0.6% | |
| Other values (3753) | 28371 | 85.7% |
| Value | Count | Frequency (%) | |
| 0 | 2989 | 9.0% | |
| 1 | 76 | 0.2% | |
| 2 | 133 | 0.4% | |
| 3 | 160 | 0.5% | |
| 4 | 199 | 0.6% |
| Value | Count | Frequency (%) | |
| 16998 | 1 | < 0.1% | |
| 12098 | 1 | < 0.1% | |
| 10114 | 1 | < 0.1% | |
| 9920 | 1 | < 0.1% | |
| 9836 | 1 | < 0.1% |
| Distinct | 3806 |
|---|---|
| Distinct (%) | 11.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 625.4815821 |
|---|---|
| Minimum | 0 |
| Maximum | 13509 |
| Zeros | 2765 |
| Zeros (%) | 8.3% |
| Memory size | 258.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 37 |
| median | 165 |
| Q3 | 794 |
| 95-th percentile | 2720 |
| Maximum | 13509 |
| Range | 13509 |
| Interquartile range (IQR) | 757 |
Descriptive statistics
| Standard deviation | 1004.665379 |
|---|---|
| Coefficient of variation (CV) | 1.606226959 |
| Kurtosis | 10.58738108 |
| Mean | 625.4815821 |
| Median Absolute Deviation (MAD) | 158 |
| Skewness | 2.75689394 |
| Sum | 20715950 |
| Variance | 1009352.525 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2765 | 8.3% | |
| 14 | 198 | 0.6% | |
| 11 | 196 | 0.6% | |
| 6 | 188 | 0.6% | |
| 12 | 188 | 0.6% | |
| 8 | 185 | 0.6% | |
| 4 | 182 | 0.5% | |
| 13 | 182 | 0.5% | |
| 20 | 181 | 0.5% | |
| 10 | 181 | 0.5% | |
| Other values (3796) | 28674 | 86.6% |
| Value | Count | Frequency (%) | |
| 0 | 2765 | 8.3% | |
| 1 | 63 | 0.2% | |
| 2 | 129 | 0.4% | |
| 3 | 153 | 0.5% | |
| 4 | 182 | 0.5% |
| Value | Count | Frequency (%) | |
| 13509 | 1 | < 0.1% | |
| 10215 | 1 | < 0.1% | |
| 10161 | 1 | < 0.1% | |
| 9738 | 1 | < 0.1% | |
| 9513 | 1 | < 0.1% |
| Distinct | 3816 |
|---|---|
| Distinct (%) | 11.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 631.6319746 |
|---|---|
| Minimum | 0 |
| Maximum | 10411 |
| Zeros | 2577 |
| Zeros (%) | 7.8% |
| Memory size | 258.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 39 |
| median | 175 |
| Q3 | 814 |
| 95-th percentile | 2700 |
| Maximum | 10411 |
| Range | 10411 |
| Interquartile range (IQR) | 775 |
Descriptive statistics
| Standard deviation | 998.3284436 |
|---|---|
| Coefficient of variation (CV) | 1.580553999 |
| Kurtosis | 9.540846654 |
| Mean | 631.6319746 |
| Median Absolute Deviation (MAD) | 167 |
| Skewness | 2.672337533 |
| Sum | 20919651 |
| Variance | 996659.6814 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2577 | 7.8% | |
| 9 | 187 | 0.6% | |
| 8 | 184 | 0.6% | |
| 5 | 183 | 0.6% | |
| 11 | 183 | 0.6% | |
| 10 | 183 | 0.6% | |
| 7 | 182 | 0.5% | |
| 20 | 176 | 0.5% | |
| 17 | 173 | 0.5% | |
| 4 | 167 | 0.5% | |
| Other values (3806) | 28925 | 87.3% |
| Value | Count | Frequency (%) | |
| 0 | 2577 | 7.8% | |
| 1 | 87 | 0.3% | |
| 2 | 131 | 0.4% | |
| 3 | 149 | 0.4% | |
| 4 | 167 | 0.5% |
| Value | Count | Frequency (%) | |
| 10411 | 1 | < 0.1% | |
| 9785 | 1 | < 0.1% | |
| 9304 | 1 | < 0.1% | |
| 9297 | 1 | < 0.1% | |
| 9057 | 1 | < 0.1% |
| Distinct | 3913 |
|---|---|
| Distinct (%) | 11.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 652.501872 |
|---|---|
| Minimum | 0 |
| Maximum | 12815 |
| Zeros | 2298 |
| Zeros (%) | 6.9% |
| Memory size | 258.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 41 |
| median | 177 |
| Q3 | 826.25 |
| 95-th percentile | 2833.05 |
| Maximum | 12815 |
| Range | 12815 |
| Interquartile range (IQR) | 785.25 |
Descriptive statistics
| Standard deviation | 1044.958346 |
|---|---|
| Coefficient of variation (CV) | 1.601464134 |
| Kurtosis | 11.25569317 |
| Mean | 652.501872 |
| Median Absolute Deviation (MAD) | 168 |
| Skewness | 2.816175371 |
| Sum | 21610862 |
| Variance | 1091937.944 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2298 | 6.9% | |
| 6 | 199 | 0.6% | |
| 10 | 197 | 0.6% | |
| 7 | 196 | 0.6% | |
| 13 | 194 | 0.6% | |
| 11 | 192 | 0.6% | |
| 8 | 191 | 0.6% | |
| 12 | 182 | 0.5% | |
| 19 | 182 | 0.5% | |
| 5 | 178 | 0.5% | |
| Other values (3903) | 29111 | 87.9% |
| Value | Count | Frequency (%) | |
| 0 | 2298 | 6.9% | |
| 1 | 103 | 0.3% | |
| 2 | 128 | 0.4% | |
| 3 | 145 | 0.4% | |
| 4 | 154 | 0.5% |
| Value | Count | Frequency (%) | |
| 12815 | 1 | < 0.1% | |
| 11290 | 1 | < 0.1% | |
| 11129 | 1 | < 0.1% | |
| 10857 | 1 | < 0.1% | |
| 10642 | 1 | < 0.1% |
| Distinct | 4169 |
|---|---|
| Distinct (%) | 12.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 690.2298309 |
|---|---|
| Minimum | 0 |
| Maximum | 24060 |
| Zeros | 2662 |
| Zeros (%) | 8.0% |
| Memory size | 258.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 33 |
| median | 156 |
| Q3 | 798 |
| 95-th percentile | 3077 |
| Maximum | 24060 |
| Range | 24060 |
| Interquartile range (IQR) | 765 |
Descriptive statistics
| Standard deviation | 1262.651196 |
|---|---|
| Coefficient of variation (CV) | 1.829319944 |
| Kurtosis | 31.44537721 |
| Mean | 690.2298309 |
| Median Absolute Deviation (MAD) | 150 |
| Skewness | 4.1776405 |
| Sum | 22860412 |
| Variance | 1594288.042 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2662 | 8.0% | |
| 8 | 237 | 0.7% | |
| 10 | 228 | 0.7% | |
| 6 | 220 | 0.7% | |
| 7 | 210 | 0.6% | |
| 9 | 209 | 0.6% | |
| 12 | 203 | 0.6% | |
| 16 | 199 | 0.6% | |
| 4 | 199 | 0.6% | |
| 11 | 193 | 0.6% | |
| Other values (4159) | 28560 | 86.2% |
| Value | Count | Frequency (%) | |
| 0 | 2662 | 8.0% | |
| 1 | 111 | 0.3% | |
| 2 | 186 | 0.6% | |
| 3 | 177 | 0.5% | |
| 4 | 199 | 0.6% |
| Value | Count | Frequency (%) | |
| 24060 | 1 | < 0.1% | |
| 22781 | 1 | < 0.1% | |
| 21335 | 1 | < 0.1% | |
| 18938 | 1 | < 0.1% | |
| 18410 | 1 | < 0.1% |
| Distinct | 6259 |
|---|---|
| Distinct (%) | 18.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1308.378019 |
|---|---|
| Minimum | 0 |
| Maximum | 26926 |
| Zeros | 1698 |
| Zeros (%) | 5.1% |
| Memory size | 258.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 67 |
| median | 292 |
| Q3 | 1549.25 |
| 95-th percentile | 5952 |
| Maximum | 26926 |
| Range | 26926 |
| Interquartile range (IQR) | 1482.25 |
Descriptive statistics
| Standard deviation | 2203.234802 |
|---|---|
| Coefficient of variation (CV) | 1.683943608 |
| Kurtosis | 10.90531669 |
| Mean | 1308.378019 |
| Median Absolute Deviation (MAD) | 275 |
| Skewness | 2.816721146 |
| Sum | 43333480 |
| Variance | 4854243.595 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1698 | 5.1% | |
| 15 | 137 | 0.4% | |
| 14 | 136 | 0.4% | |
| 10 | 135 | 0.4% | |
| 25 | 133 | 0.4% | |
| 16 | 130 | 0.4% | |
| 17 | 128 | 0.4% | |
| 18 | 128 | 0.4% | |
| 21 | 128 | 0.4% | |
| 9 | 125 | 0.4% | |
| Other values (6249) | 30242 | 91.3% |
| Value | Count | Frequency (%) | |
| 0 | 1698 | 5.1% | |
| 1 | 42 | 0.1% | |
| 2 | 78 | 0.2% | |
| 3 | 93 | 0.3% | |
| 4 | 95 | 0.3% |
| Value | Count | Frequency (%) | |
| 26926 | 1 | < 0.1% | |
| 26587 | 1 | < 0.1% | |
| 24553 | 1 | < 0.1% | |
| 23071 | 1 | < 0.1% | |
| 22496 | 1 | < 0.1% |
| Distinct | 5944 |
|---|---|
| Distinct (%) | 17.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1241.185296 |
|---|---|
| Minimum | 0 |
| Maximum | 18739 |
| Zeros | 1564 |
| Zeros (%) | 4.7% |
| Memory size | 258.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 74 |
| median | 322 |
| Q3 | 1598 |
| 95-th percentile | 5413 |
| Maximum | 18739 |
| Range | 18739 |
| Interquartile range (IQR) | 1524 |
Descriptive statistics
| Standard deviation | 1951.60322 |
|---|---|
| Coefficient of variation (CV) | 1.572370561 |
| Kurtosis | 7.832544274 |
| Mean | 1241.185296 |
| Median Absolute Deviation (MAD) | 303 |
| Skewness | 2.491705882 |
| Sum | 41108057 |
| Variance | 3808755.128 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1564 | 4.7% | |
| 11 | 133 | 0.4% | |
| 14 | 131 | 0.4% | |
| 6 | 130 | 0.4% | |
| 19 | 129 | 0.4% | |
| 10 | 129 | 0.4% | |
| 8 | 121 | 0.4% | |
| 12 | 121 | 0.4% | |
| 15 | 120 | 0.4% | |
| 33 | 117 | 0.4% | |
| Other values (5934) | 30425 | 91.9% |
| Value | Count | Frequency (%) | |
| 0 | 1564 | 4.7% | |
| 1 | 35 | 0.1% | |
| 2 | 79 | 0.2% | |
| 3 | 71 | 0.2% | |
| 4 | 111 | 0.3% |
| Value | Count | Frequency (%) | |
| 18739 | 1 | < 0.1% | |
| 18484 | 1 | < 0.1% | |
| 18408 | 1 | < 0.1% | |
| 17406 | 1 | < 0.1% | |
| 17032 | 1 | < 0.1% |
| Distinct | 6133 |
|---|---|
| Distinct (%) | 18.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1339.541033 |
|---|---|
| Minimum | 0 |
| Maximum | 15710 |
| Zeros | 1194 |
| Zeros (%) | 3.6% |
| Memory size | 258.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 99 |
| median | 407 |
| Q3 | 1833.25 |
| 95-th percentile | 5522 |
| Maximum | 15710 |
| Range | 15710 |
| Interquartile range (IQR) | 1734.25 |
Descriptive statistics
| Standard deviation | 1955.630562 |
|---|---|
| Coefficient of variation (CV) | 1.459925836 |
| Kurtosis | 5.391925599 |
| Mean | 1339.541033 |
| Median Absolute Deviation (MAD) | 377 |
| Skewness | 2.169400951 |
| Sum | 44365599 |
| Variance | 3824490.895 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1194 | 3.6% | |
| 15 | 110 | 0.3% | |
| 10 | 110 | 0.3% | |
| 19 | 107 | 0.3% | |
| 23 | 104 | 0.3% | |
| 27 | 104 | 0.3% | |
| 14 | 101 | 0.3% | |
| 18 | 101 | 0.3% | |
| 46 | 99 | 0.3% | |
| 7 | 98 | 0.3% | |
| Other values (6123) | 30992 | 93.6% |
| Value | Count | Frequency (%) | |
| 0 | 1194 | 3.6% | |
| 1 | 23 | 0.1% | |
| 2 | 53 | 0.2% | |
| 3 | 43 | 0.1% | |
| 4 | 66 | 0.2% |
| Value | Count | Frequency (%) | |
| 15710 | 1 | < 0.1% | |
| 15180 | 1 | < 0.1% | |
| 14756 | 1 | < 0.1% | |
| 14667 | 1 | < 0.1% | |
| 14662 | 1 | < 0.1% |
| Distinct | 3617 |
|---|---|
| Distinct (%) | 10.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 640.6934481 |
|---|---|
| Minimum | 0 |
| Maximum | 7298 |
| Zeros | 1619 |
| Zeros (%) | 4.9% |
| Memory size | 258.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 53 |
| median | 208 |
| Q3 | 903 |
| 95-th percentile | 2585 |
| Maximum | 7298 |
| Range | 7298 |
| Interquartile range (IQR) | 850 |
Descriptive statistics
| Standard deviation | 898.9681268 |
|---|---|
| Coefficient of variation (CV) | 1.403117403 |
| Kurtosis | 4.313317254 |
| Mean | 640.6934481 |
| Median Absolute Deviation (MAD) | 192 |
| Skewness | 1.998318978 |
| Sum | 21219767 |
| Variance | 808143.6931 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1619 | 4.9% | |
| 9 | 176 | 0.5% | |
| 16 | 173 | 0.5% | |
| 18 | 170 | 0.5% | |
| 11 | 169 | 0.5% | |
| 6 | 167 | 0.5% | |
| 13 | 165 | 0.5% | |
| 14 | 165 | 0.5% | |
| 24 | 163 | 0.5% | |
| 7 | 160 | 0.5% | |
| Other values (3607) | 29993 | 90.6% |
| Value | Count | Frequency (%) | |
| 0 | 1619 | 4.9% | |
| 1 | 43 | 0.1% | |
| 2 | 86 | 0.3% | |
| 3 | 103 | 0.3% | |
| 4 | 116 | 0.4% |
| Value | Count | Frequency (%) | |
| 7298 | 2 | < 0.1% | |
| 6963 | 1 | < 0.1% | |
| 6938 | 1 | < 0.1% | |
| 6795 | 1 | < 0.1% | |
| 6456 | 1 | < 0.1% |
| Distinct | 3250 |
|---|---|
| Distinct (%) | 9.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 562.5635568 |
|---|---|
| Minimum | 0 |
| Maximum | 8129 |
| Zeros | 1686 |
| Zeros (%) | 5.1% |
| Memory size | 258.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 48 |
| median | 189 |
| Q3 | 795 |
| 95-th percentile | 2265 |
| Maximum | 8129 |
| Range | 8129 |
| Interquartile range (IQR) | 747 |
Descriptive statistics
| Standard deviation | 781.5950408 |
|---|---|
| Coefficient of variation (CV) | 1.389345313 |
| Kurtosis | 4.328286354 |
| Mean | 562.5635568 |
| Median Absolute Deviation (MAD) | 174 |
| Skewness | 1.978517976 |
| Sum | 18632105 |
| Variance | 610890.8078 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1686 | 5.1% | |
| 14 | 192 | 0.6% | |
| 8 | 188 | 0.6% | |
| 13 | 184 | 0.6% | |
| 10 | 181 | 0.5% | |
| 15 | 181 | 0.5% | |
| 6 | 179 | 0.5% | |
| 9 | 177 | 0.5% | |
| 16 | 175 | 0.5% | |
| 7 | 169 | 0.5% | |
| Other values (3240) | 29808 | 90.0% |
| Value | Count | Frequency (%) | |
| 0 | 1686 | 5.1% | |
| 1 | 49 | 0.1% | |
| 2 | 104 | 0.3% | |
| 3 | 108 | 0.3% | |
| 4 | 150 | 0.5% |
| Value | Count | Frequency (%) | |
| 8129 | 1 | < 0.1% | |
| 6687 | 1 | < 0.1% | |
| 6366 | 1 | < 0.1% | |
| 6271 | 1 | < 0.1% | |
| 6156 | 1 | < 0.1% |
| Distinct | 4091 |
|---|---|
| Distinct (%) | 12.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 769.2380133 |
|---|---|
| Minimum | 0 |
| Maximum | 26787 |
| Zeros | 1359 |
| Zeros (%) | 4.1% |
| Memory size | 258.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 70 |
| median | 266 |
| Q3 | 1083 |
| 95-th percentile | 3085 |
| Maximum | 26787 |
| Range | 26787 |
| Interquartile range (IQR) | 1013 |
Descriptive statistics
| Standard deviation | 1078.771062 |
|---|---|
| Coefficient of variation (CV) | 1.402389174 |
| Kurtosis | 15.16947986 |
| Mean | 769.2380133 |
| Median Absolute Deviation (MAD) | 243 |
| Skewness | 2.463015251 |
| Sum | 25477163 |
| Variance | 1163747.004 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 1359 | 4.1% | |
| 15 | 146 | 0.4% | |
| 9 | 145 | 0.4% | |
| 17 | 145 | 0.4% | |
| 16 | 138 | 0.4% | |
| 10 | 133 | 0.4% | |
| 6 | 132 | 0.4% | |
| 19 | 130 | 0.4% | |
| 13 | 128 | 0.4% | |
| 20 | 126 | 0.4% | |
| Other values (4081) | 30538 | 92.2% |
| Value | Count | Frequency (%) | |
| 0 | 1359 | 4.1% | |
| 1 | 25 | 0.1% | |
| 2 | 56 | 0.2% | |
| 3 | 80 | 0.2% | |
| 4 | 93 | 0.3% |
| Value | Count | Frequency (%) | |
| 26787 | 1 | < 0.1% | |
| 10216 | 1 | < 0.1% | |
| 9207 | 1 | < 0.1% | |
| 9162 | 1 | < 0.1% | |
| 9029 | 1 | < 0.1% |
| Distinct | 2650 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 414.3955918 |
|---|---|
| Minimum | 0 |
| Maximum | 11167 |
| Zeros | 2234 |
| Zeros (%) | 6.7% |
| Memory size | 258.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 35 |
| median | 136 |
| Q3 | 556.25 |
| 95-th percentile | 1686.05 |
| Maximum | 11167 |
| Range | 11167 |
| Interquartile range (IQR) | 521.25 |
Descriptive statistics
| Standard deviation | 616.1418221 |
|---|---|
| Coefficient of variation (CV) | 1.486844538 |
| Kurtosis | 14.50176577 |
| Mean | 414.3955918 |
| Median Absolute Deviation (MAD) | 125 |
| Skewness | 2.801041921 |
| Sum | 13724782 |
| Variance | 379630.745 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2234 | 6.7% | |
| 9 | 242 | 0.7% | |
| 12 | 229 | 0.7% | |
| 14 | 213 | 0.6% | |
| 10 | 210 | 0.6% | |
| 8 | 209 | 0.6% | |
| 7 | 208 | 0.6% | |
| 5 | 202 | 0.6% | |
| 13 | 202 | 0.6% | |
| 11 | 201 | 0.6% | |
| Other values (2640) | 28970 | 87.5% |
| Value | Count | Frequency (%) | |
| 0 | 2234 | 6.7% | |
| 1 | 71 | 0.2% | |
| 2 | 131 | 0.4% | |
| 3 | 158 | 0.5% | |
| 4 | 184 | 0.6% |
| Value | Count | Frequency (%) | |
| 11167 | 1 | < 0.1% | |
| 9000 | 1 | < 0.1% | |
| 8838 | 1 | < 0.1% | |
| 8802 | 1 | < 0.1% | |
| 7858 | 1 | < 0.1% |
| Distinct | 1527 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 181.4393116 |
|---|---|
| Minimum | 0 |
| Maximum | 4074 |
| Zeros | 4600 |
| Zeros (%) | 13.9% |
| Memory size | 258.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 9 |
| median | 48 |
| Q3 | 226 |
| 95-th percentile | 798 |
| Maximum | 4074 |
| Range | 4074 |
| Interquartile range (IQR) | 217 |
Descriptive statistics
| Standard deviation | 298.0781528 |
|---|---|
| Coefficient of variation (CV) | 1.642853195 |
| Kurtosis | 15.18136631 |
| Mean | 181.4393116 |
| Median Absolute Deviation (MAD) | 48 |
| Skewness | 3.062217552 |
| Sum | 6009270 |
| Variance | 88850.58516 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 4600 | 13.9% | |
| 2 | 490 | 1.5% | |
| 8 | 454 | 1.4% | |
| 4 | 451 | 1.4% | |
| 9 | 448 | 1.4% | |
| 6 | 441 | 1.3% | |
| 7 | 432 | 1.3% | |
| 3 | 423 | 1.3% | |
| 5 | 410 | 1.2% | |
| 10 | 389 | 1.2% | |
| Other values (1517) | 24582 | 74.2% |
| Value | Count | Frequency (%) | |
| 0 | 4600 | 13.9% | |
| 1 | 273 | 0.8% | |
| 2 | 490 | 1.5% | |
| 3 | 423 | 1.3% | |
| 4 | 451 | 1.4% |
| Value | Count | Frequency (%) | |
| 4074 | 1 | < 0.1% | |
| 4052 | 1 | < 0.1% | |
| 3855 | 1 | < 0.1% | |
| 3848 | 1 | < 0.1% | |
| 3792 | 1 | < 0.1% |
| Distinct | 10474 |
|---|---|
| Distinct (%) | 31.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3567.898521 |
|---|---|
| Minimum | 0 |
| Maximum | 43456 |
| Zeros | 571 |
| Zeros (%) | 1.7% |
| Memory size | 258.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 37 |
| Q1 | 273 |
| median | 1059.5 |
| Q3 | 4932.25 |
| 95-th percentile | 14861 |
| Maximum | 43456 |
| Range | 43456 |
| Interquartile range (IQR) | 4659.25 |
Descriptive statistics
| Standard deviation | 5120.549026 |
|---|---|
| Coefficient of variation (CV) | 1.435172272 |
| Kurtosis | 4.041200396 |
| Mean | 3567.898521 |
| Median Absolute Deviation (MAD) | 963.5 |
| Skewness | 1.979055513 |
| Sum | 118168799 |
| Variance | 26220022.33 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 571 | 1.7% | |
| 61 | 54 | 0.2% | |
| 32 | 53 | 0.2% | |
| 106 | 51 | 0.2% | |
| 91 | 49 | 0.1% | |
| 53 | 49 | 0.1% | |
| 81 | 49 | 0.1% | |
| 78 | 47 | 0.1% | |
| 29 | 47 | 0.1% | |
| 66 | 46 | 0.1% | |
| Other values (10464) | 32104 | 96.9% |
| Value | Count | Frequency (%) | |
| 0 | 571 | 1.7% | |
| 1 | 2 | < 0.1% | |
| 2 | 5 | < 0.1% | |
| 3 | 9 | < 0.1% | |
| 4 | 12 | < 0.1% |
| Value | Count | Frequency (%) | |
| 43456 | 1 | < 0.1% | |
| 38019 | 1 | < 0.1% | |
| 37381 | 1 | < 0.1% | |
| 36754 | 1 | < 0.1% | |
| 36009 | 1 | < 0.1% |
| Distinct | 523 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 258.8 KiB |
| 0 | |
|---|---|
| - | 571 |
| 4.8 | 342 |
| 4.5 | 340 |
| 3.6 | 333 |
| Other values (518) |
| Value | Count | Frequency (%) | |
| 0 | 2898 | 8.8% | |
| - | 571 | 1.7% | |
| 4.8 | 342 | 1.0% | |
| 4.5 | 340 | 1.0% | |
| 3.6 | 333 | 1.0% | |
| 3.8 | 328 | 1.0% | |
| 3.7 | 323 | 1.0% | |
| 4.2 | 318 | 1.0% | |
| 4.4 | 317 | 1.0% | |
| 3.2 | 314 | 0.9% | |
| Other values (513) | 27036 | 81.6% |
Frequencies of value counts
Unique
| Unique | 106 ? |
|---|---|
| Unique (%) | 0.3% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 2.834178744 |
| Min length | 1 |
| Distinct | 419 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 258.8 KiB |
| 0 | |
|---|---|
| - | 571 |
| 3.2 | 376 |
| 4.5 | 376 |
| 2.9 | 374 |
| Other values (414) |
| Value | Count | Frequency (%) | |
| 0 | 3161 | 9.5% | |
| - | 571 | 1.7% | |
| 3.2 | 376 | 1.1% | |
| 4.5 | 376 | 1.1% | |
| 2.9 | 374 | 1.1% | |
| 4.2 | 372 | 1.1% | |
| 4.8 | 367 | 1.1% | |
| 4.9 | 366 | 1.1% | |
| 3.1 | 361 | 1.1% | |
| 4.4 | 358 | 1.1% | |
| Other values (409) | 26438 | 79.8% |
Frequencies of value counts
Unique
| Unique | 105 ? |
|---|---|
| Unique (%) | 0.3% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 2.732216184 |
| Min length | 1 |
| Distinct | 554 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 258.8 KiB |
| 0 | 1658 |
|---|---|
| - | 571 |
| 10.2 | 238 |
| 9.4 | 238 |
| 11.3 | 237 |
| Other values (549) |
| Value | Count | Frequency (%) | |
| 0 | 1658 | 5.0% | |
| - | 571 | 1.7% | |
| 10.2 | 238 | 0.7% | |
| 9.4 | 238 | 0.7% | |
| 11.3 | 237 | 0.7% | |
| 9.1 | 233 | 0.7% | |
| 12.7 | 232 | 0.7% | |
| 11.4 | 231 | 0.7% | |
| 11.5 | 230 | 0.7% | |
| 9.8 | 228 | 0.7% | |
| Other values (544) | 29024 | 87.6% |
Frequencies of value counts
Unique
| Unique | 122 ? |
|---|---|
| Unique (%) | 0.4% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.232669082 |
| Min length | 1 |
| Distinct | 520 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 258.8 KiB |
| 0 | 1706 |
|---|---|
| - | 571 |
| 10.4 | 338 |
| 11.1 | 310 |
| 9.9 | 303 |
| Other values (515) |
| Value | Count | Frequency (%) | |
| 0 | 1706 | 5.2% | |
| - | 571 | 1.7% | |
| 10.4 | 338 | 1.0% | |
| 11.1 | 310 | 0.9% | |
| 9.9 | 303 | 0.9% | |
| 10.3 | 299 | 0.9% | |
| 12.5 | 297 | 0.9% | |
| 11.9 | 296 | 0.9% | |
| 11.4 | 295 | 0.9% | |
| 10 | 291 | 0.9% | |
| Other values (510) | 28414 | 85.8% |
Frequencies of value counts
Unique
| Unique | 109 ? |
|---|---|
| Unique (%) | 0.3% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.218719807 |
| Min length | 1 |
| Distinct | 564 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 258.8 KiB |
| 0 | 1339 |
|---|---|
| - | 571 |
| 14.3 | 309 |
| 14.6 | 303 |
| 12.9 | 302 |
| Other values (559) |
| Value | Count | Frequency (%) | |
| 0 | 1339 | 4.0% | |
| - | 571 | 1.7% | |
| 14.3 | 309 | 0.9% | |
| 14.6 | 303 | 0.9% | |
| 12.9 | 302 | 0.9% | |
| 13.1 | 301 | 0.9% | |
| 15.4 | 300 | 0.9% | |
| 14.4 | 297 | 0.9% | |
| 15.1 | 294 | 0.9% | |
| 13 | 294 | 0.9% | |
| Other values (554) | 28810 | 87.0% |
Frequencies of value counts
Unique
| Unique | 117 ? |
|---|---|
| Unique (%) | 0.4% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.463013285 |
| Min length | 1 |
| Distinct | 615 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 258.8 KiB |
| 0 | 1095 |
|---|---|
| - | 571 |
| 19.3 | 283 |
| 17.9 | 281 |
| 18.1 | 277 |
| Other values (610) |
| Value | Count | Frequency (%) | |
| 0 | 1095 | 3.3% | |
| - | 571 | 1.7% | |
| 19.3 | 283 | 0.9% | |
| 17.9 | 281 | 0.8% | |
| 18.1 | 277 | 0.8% | |
| 17.4 | 272 | 0.8% | |
| 18.8 | 270 | 0.8% | |
| 17.5 | 265 | 0.8% | |
| 18.2 | 265 | 0.8% | |
| 18 | 264 | 0.8% | |
| Other values (605) | 29277 | 88.4% |
Frequencies of value counts
Unique
| Unique | 110 ? |
|---|---|
| Unique (%) | 0.3% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.590368357 |
| Min length | 1 |
| Distinct | 507 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 258.8 KiB |
| 0 | 1908 |
|---|---|
| - | 571 |
| 11.2 | 295 |
| 13.4 | 293 |
| 11.1 | 287 |
| Other values (502) |
| Value | Count | Frequency (%) | |
| 0 | 1908 | 5.8% | |
| - | 571 | 1.7% | |
| 11.2 | 295 | 0.9% | |
| 13.4 | 293 | 0.9% | |
| 11.1 | 287 | 0.9% | |
| 12 | 286 | 0.9% | |
| 10.9 | 281 | 0.8% | |
| 12.5 | 280 | 0.8% | |
| 14 | 279 | 0.8% | |
| 11.4 | 276 | 0.8% | |
| Other values (497) | 28364 | 85.6% |
Frequencies of value counts
Unique
| Unique | 113 ? |
|---|---|
| Unique (%) | 0.3% |
Histogram of lengths of the category
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.282971014 |
| Min length | 1 |
| Distinct | 831 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 258.8 KiB |
| #VALUE! | 571 |
|---|---|
| 0 | 347 |
| 100 | 210 |
| 50 | 203 |
| 46.2 | 185 |
| Other values (826) |
| Value | Count | Frequency (%) | |
| #VALUE! | 571 | 1.7% | |
| 0 | 347 | 1.0% | |
| 100 | 210 | 0.6% | |
| 50 | 203 | 0.6% | |
| 46.2 | 185 | 0.6% | |
| 46.3 | 175 | 0.5% | |
| 46.7 | 174 | 0.5% | |
| 47.6 | 171 | 0.5% | |
| 45.1 | 169 | 0.5% | |
| 45.8 | 165 | 0.5% | |
| Other values (821) | 30750 | 92.8% |
Frequencies of value counts
Unique
| Unique | 90 ? |
|---|---|
| Unique (%) | 0.3% |
Histogram of lengths of the category
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 3.812439614 |
| Min length | 1 |
| Distinct | 19384 |
|---|---|
| Distinct (%) | 58.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 258.8 KiB |
| - | 1090 |
|---|---|
| (X) | 963 |
| 43750 | 79 |
| 41250 | 76 |
| 46250 | 72 |
| Other values (19379) |
| Value | Count | Frequency (%) | |
| - | 1090 | 3.3% | |
| (X) | 963 | 2.9% | |
| 43750 | 79 | 0.2% | |
| 41250 | 76 | 0.2% | |
| 46250 | 72 | 0.2% | |
| 48750 | 64 | 0.2% | |
| 47500 | 63 | 0.2% | |
| 53750 | 61 | 0.2% | |
| 38750 | 61 | 0.2% | |
| 51250 | 58 | 0.2% | |
| Other values (19374) | 30533 | 92.2% |
Frequencies of value counts
Unique
| Unique | 14676 ? |
|---|---|
| Unique (%) | 44.3% |
Histogram of lengths of the category
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 4.850030193 |
| Min length | 1 |
| Distinct | 25781 |
|---|---|
| Distinct (%) | 77.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 258.8 KiB |
| - | 577 |
|---|---|
| N | 529 |
| 54570 | 6 |
| 61829 | 6 |
| 58551 | 5 |
| Other values (25776) |
| Value | Count | Frequency (%) | |
| - | 577 | 1.7% | |
| N | 529 | 1.6% | |
| 54570 | 6 | < 0.1% | |
| 61829 | 6 | < 0.1% | |
| 58551 | 5 | < 0.1% | |
| 60091 | 5 | < 0.1% | |
| 59145 | 5 | < 0.1% | |
| 60830 | 5 | < 0.1% | |
| 49127 | 5 | < 0.1% | |
| 61307 | 5 | < 0.1% | |
| Other values (25771) | 31972 | 96.5% |
Frequencies of value counts
Unique
| Unique | 20652 ? |
|---|---|
| Unique (%) | 62.4% |
Histogram of lengths of the category
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 4.963586957 |
| Min length | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| zipcode | 5_years_or_less | 5-9_years | 10-14_years | 15-19_years | 20-24_years | 25-34_years | 35-44_years | 45-54_years | 55-59_years | 60-64_years | 65-74_years | 75-84_years | 85_years_or_more | households | $9,999_or_less | $10,000-$14,999 | $15,000-$24,999 | $25,000-$34,999 | $35,000-$49,999 | $50,000-$64,999 | $65,000-$74,999 | $75,000-$99,999 | $100,000_or_more | median_household_income | mean_household_income | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 601 | 17982 | 1006 | 1080 | 1342 | 1352 | 1321 | 2253 | 2149 | 2434 | 1229 | 1094 | 1628 | 781 | 313 | 5972 | 48.1 | 12 | 12.8 | 8.6 | 8.7 | 6.2 | 1.4 | 16.3 | 10816 | 20349 |
| 1 | 602 | 40260 | 2006 | 2440 | 2421 | 2953 | 2865 | 5124 | 5139 | 5947 | 2573 | 2905 | 3683 | 1581 | 623 | 12968 | 31.4 | 16.3 | 17.9 | 12.2 | 10.6 | 7.7 | 2.9 | 21.2 | 16079 | 23282 |
| 2 | 603 | 52408 | 2664 | 3177 | 3351 | 3685 | 3585 | 6473 | 6775 | 6678 | 3135 | 3641 | 5663 | 2834 | 747 | 18674 | 31 | 14.9 | 17.5 | 11.7 | 10.8 | 8.7 | 2.4 | 21.9 | 16804 | 26820 |
| 3 | 606 | 6331 | 347 | 331 | 461 | 474 | 469 | 707 | 933 | 776 | 246 | 585 | 582 | 260 | 160 | 1915 | 45.3 | 10.2 | 20 | 11.7 | 11 | 1.8 | 0 | 12.8 | 12512 | 15730 |
| 4 | 610 | 28328 | 1438 | 1490 | 2044 | 2122 | 1985 | 3358 | 3778 | 3858 | 1749 | 1751 | 2875 | 1457 | 423 | 9404 | 26.9 | 14.8 | 23.7 | 15.2 | 9.3 | 7.5 | 1.6 | 18.4 | 17475 | 23360 |
| 5 | 612 | 64816 | 3602 | 3536 | 4497 | 4715 | 4732 | 7668 | 7911 | 8690 | 3554 | 4036 | 6557 | 3633 | 1685 | 22971 | 34.1 | 11 | 19.3 | 11.3 | 9.6 | 9.7 | 3.1 | 22.4 | 17229 | 25590 |
| 6 | 616 | 10707 | 574 | 458 | 580 | 647 | 712 | 1292 | 1533 | 1502 | 667 | 547 | 1363 | 562 | 270 | 3636 | 36.6 | 17.4 | 15.9 | 13.3 | 10.1 | 2.3 | 2.3 | 14.7 | 13705 | 20605 |
| 7 | 617 | 24793 | 1427 | 1597 | 1783 | 1757 | 1719 | 3276 | 3498 | 2975 | 1286 | 1506 | 2325 | 1203 | 441 | 8352 | 36 | 12.9 | 20.3 | 12.6 | 7.7 | 7.1 | 2.2 | 17 | 15361 | 21487 |
| 8 | 622 | 7425 | 381 | 468 | 479 | 534 | 468 | 740 | 846 | 875 | 507 | 492 | 956 | 574 | 105 | 2557 | 36.1 | 12.7 | 18 | 11.6 | 7.9 | 6.8 | 2.9 | 17.6 | 15689 | 29228 |
| 9 | 623 | 42955 | 2121 | 2608 | 2707 | 2970 | 2734 | 4782 | 6194 | 5596 | 2646 | 2385 | 4622 | 2632 | 958 | 14558 | 33.5 | 12.5 | 20.8 | 10 | 9.3 | 8.8 | 2.2 | 20.3 | 16593 | 24732 |
Last rows
| zipcode | 5_years_or_less | 5-9_years | 10-14_years | 15-19_years | 20-24_years | 25-34_years | 35-44_years | 45-54_years | 55-59_years | 60-64_years | 65-74_years | 75-84_years | 85_years_or_more | households | $9,999_or_less | $10,000-$14,999 | $15,000-$24,999 | $25,000-$34,999 | $35,000-$49,999 | $50,000-$64,999 | $65,000-$74,999 | $75,000-$99,999 | $100,000_or_more | median_household_income | mean_household_income | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 33110 | 99903 | 22 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 12 | 8 | 0 | 0 | 11 | 0 | 0 | 0 | 0 | 9.1 | 0 | 90.9 | 100 | - | N |
| 33111 | 99918 | 162 | 0 | 0 | 13 | 2 | 0 | 19 | 2 | 47 | 47 | 14 | 6 | 12 | 0 | 85 | 10.6 | 0 | 11.8 | 12.9 | 15.3 | 14.1 | 30.6 | 60 | 46875 | 54634 |
| 33112 | 99919 | 637 | 57 | 30 | 35 | 47 | 17 | 86 | 79 | 102 | 41 | 60 | 76 | 2 | 5 | 304 | 8.9 | 2.3 | 12.8 | 10.9 | 6.9 | 24.3 | 14.5 | 45.7 | 52679 | 62625 |
| 33113 | 99921 | 1950 | 88 | 138 | 149 | 150 | 128 | 233 | 237 | 346 | 184 | 126 | 133 | 32 | 6 | 673 | 5.6 | 3.6 | 7.6 | 12.8 | 14.6 | 12.5 | 11.7 | 38.8 | 61908 | 74638 |
| 33114 | 99922 | 277 | 14 | 8 | 31 | 25 | 8 | 32 | 23 | 60 | 21 | 8 | 21 | 24 | 2 | 109 | 0.9 | 7.3 | 30.3 | 16.5 | 18.3 | 10.1 | 8.3 | 36.7 | 31250 | 48712 |
| 33115 | 99923 | 13 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 7 | 0 | 13 | 0 | 46.2 | 53.8 | 0 | 0 | 0 | 0 | 0 | - | N |
| 33116 | 99925 | 826 | 65 | 50 | 47 | 36 | 60 | 86 | 82 | 111 | 67 | 87 | 81 | 36 | 18 | 325 | 7.1 | 6.2 | 21.2 | 11.1 | 12.6 | 17.5 | 9.5 | 39.6 | 38594 | 52706 |
| 33117 | 99926 | 1711 | 161 | 124 | 140 | 113 | 107 | 224 | 182 | 236 | 161 | 99 | 117 | 40 | 7 | 476 | 5.5 | 1.9 | 14.1 | 11.1 | 16.8 | 14.5 | 12 | 43.3 | 51071 | 71580 |
| 33118 | 99927 | 123 | 0 | 0 | 0 | 0 | 0 | 0 | 32 | 22 | 36 | 20 | 13 | 0 | 0 | 78 | 28.2 | 0 | 23.1 | 15.4 | 25.6 | 0 | 0 | 25.6 | 19861 | 35617 |
| 33119 | 99929 | 2365 | 89 | 103 | 133 | 142 | 100 | 223 | 197 | 381 | 278 | 211 | 251 | 215 | 42 | 1116 | 5.1 | 6.9 | 14.2 | 9.9 | 15.1 | 17.6 | 13.6 | 46.3 | 47941 | 62587 |